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Allen's PPO Notes

Revision as of 19:28, 26 May 2024 by Allen12 (talk | contribs)

Intuition: Want to avoid too large of a policy update

  1. Smaller policy updates more likely to converge to optimal
  2. Falling "off the cliff" might mean it's impossible to recover

How we solve this: Measure how much policy changes w.r.t. previous, clip ratio to Failed to parse (unknown function "\varepislon"): {\displaystyle [1-\varepislon, 1 + \varepsilon]} removing incentive to go too far.